Graph Classification on BZR
94.6AccuracyISP-GNN_Onion
Evaluation results
| Method | Links | |
|---|---|---|
| ISP-GNN_OnionEvaluation protocol=10-fold cross-validation2026.03 | 94.6 | |
| ISP-GNN†Evaluation protocol=10-fold cross-validation2026.03 | 94.5 | |
| ISP-GNN_CoreEvaluation protocol=10-fold cross-validation2026.03 | 94.3 | |
| ISP-GNN_DegreeEvaluation protocol=10-fold cross-validation2026.03 | 94.1 | |
| KP-GINEvaluation protocol=10-fold cross-validation2026.03 | 93.5 | |
| ID-GNNEvaluation protocol=10-fold cross-validation2026.03 | 93.3 | |
| GSNEvaluation protocol=10-fold cross-validation2026.03 | 93.1 | |
| AC-GINEvaluation protocol=10-fold cross-validation2026.03 | 92.9 | |
| GIN-AK+Evaluation protocol=10-fold cross-validation2026.03 | 92.8 | |
| NC-GNNEvaluation protocol=10-fold cross-validation2026.03 | 92.6 | |
| UnionGINEvaluation protocol=10-fold cross-validation2026.03 | 92.4 | |
| BEC-GINEvaluation protocol=10-fold cross-validation2026.03 | 92.4 | |
| GRDL2026.03 | 92 | |
| SAT2026.03 | 91.7 | |
| GINEvaluation protocol=10-fold cross-validation2026.03 | 91.1 | |
| GraphSNNEvaluation protocol=10-fold cross-validation2026.03 | 91.1 | |
| GCBM-E2026.03 | 90.4 | |
| GCBM2026.03 | 89.7 | |
| CH-CL2026.04 | 89.19 | |
| GIN-0Category=GNN2021.02 | 88.71 | |
| WL subtree2026.05 | 88.7 | |
| GAWL2026.03 | 88.3 | |
| GDL-gCategory=OT (Ours), Graph Representation=ADJ2021.02 | 87.81 | |
| WITTOPOPOOL2026.03 | 87.8 | |
| GCL-SPAN2026.04 | 87.8 | |
| WWL2026.03 | 87.6 | |
| FWL2026.03 | 87.6 | |
| GDL-wCategory=OT (Ours), Graph Representation=ADJ2021.02 | 87.32 | |
| MINCUTPOOL2026.03 | 87.2 | |
| Graphlet2026.05 | 87.2 | |
| TopoGCL2026.04 | 87.17 | |
| fGW-kn-NNk=1, alpha=0.9, cross-validation protocol=10-fold CV2026.06 | 86.95 | |
| S-GWKCategory=OT, Graph Representation=ADJ2021.02 | 86.91 | |
| SEP2026.03 | 86.9 | |
| GraphTrail2026.03 | 86.7 | |
| CI-GCL2026.04 | 86.7 | |
| DropGINEvaluation protocol=10-fold cross-validation2026.03 | 86.6 | |
| AutoGCL2026.04 | 86.27 | |
| AD-GCL2026.04 | 85.97 | |
| OT-GNN2026.03 | 85.9 | |
| MSTHScale=Multi-Scale, Mechanism=Attention2026.01 | 85.73 | |
| Previous SOTA2026.01 | 85.67 | |
| FGWKCategory=OT, Graph Representation=ADJ2021.02 | 85.61 | |
| GMT2026.03 | 85.6 | |
| ASAP2026.03 | 85.3 | |
| GRAPHORMER2026.03 | 85.3 | |
| GW-kn-NNk=1, cross-validation protocol=10-fold CV2026.06 | 85.21 | |
| FGW SPAttributes=Vector, Kernel=Shortest Path2018.05 | 85.12 | |
| NetLSD2026.05 | 84.9 | |
| fGW(V)cross-validation protocol=nested 10-fold CV2026.06 | 84.88 | |
| InfoGraph2026.04 | 84.84 | |
| LEAP-LArchitecture=NoMP, PE Strategy=LEAP-L2025.10 | 84.7 | |
| MSTHScale=Multi-Scale, Mechanism=Homeostasis2026.01 | 84.64 | |
| GDL-gCategory=OT (Ours), Graph Representation=SP2021.02 | 84.61 | |
| RGCL2026.04 | 84.54 | |
| HOPPERKCategory=Kernels2021.02 | 84.51 | |
| GMCL2026.04 | 84.44 | |
| WWL2019.06 | 84.42 | |
| WEGL2026.03 | 84.4 | |
| GraphCL2026.04 | 84.2 | |
| HOPPERKAttributes=Vector2018.05 | 84.15 | |
| FGWKCategory=OT, Graph Representation=SP2021.02 | 84.15 | |
| GDL-wCategory=OT (Ours), Graph Representation=SP2021.02 | 83.96 | |
| PSCNCategory=GNN2021.02 | 83.91 | |
| GWF-fCategory=OT, Graph Representation=ADJ2021.02 | 83.72 | |
| LEAP-LArchitecture=GAT, PE Strategy=LEAP-L2025.10 | 83.7 | |
| PGIB2026.03 | 83.7 | |
| GWF-rCategory=OT, Graph Representation=ADJ2021.02 | 83.61 | |
| BioLogicalNeuronScale=Single-Scale, Mechanism=Attention2026.01 | 83.44 | |
| LEAP-FArchitecture=NoMP, PE Strategy=LEAP-F2025.10 | 83.2 | |
| ConfExplainer2026.03 | 83.1 | |
| JOAO2026.04 | 83.02 | |
| PGExplainer2026.03 | 82.9 | |
| GIN2026.03 | 82.6 | |
| LEAP-FArchitecture=GCN, PE Strategy=LEAP-F2025.10 | 82.5 | |
| LEAP-LArchitecture=GCN, PE Strategy=LEAP-L2025.10 | 82.5 | |
| ProtGNN2026.03 | 82.5 | |
| GCNepochs (e)=70, batch size (b)=16, learning rate (r)=0.0079, cross-validation protocol=10-fold CV2026.06 | 82.49 | |
| HOPPER(V)cross-validation protocol=10-fold CV2026.06 | 82.44 | |
| PSCNAttributes=Vector, K=52018.05 | 82.2 | |
| LEAP-FArchitecture=GAT, PE Strategy=LEAP-F2025.10 | 82 | |
| No PEArchitecture=GCN, PE Strategy=None2025.10 | 81.9 | |
| BioLogicalNeuronScale=Single-Scale, Mechanism=Homeostasis2026.01 | 81.44 | |
| WL2026.03 | 81.3 | |
| LEAP-FArchitecture=GIN, PE Strategy=LEAP-F2025.10 | 81.2 | |
| LaPEArchitecture=NoMP, PE Strategy=LaPE2025.10 | 81.2 | |
| GNNExplainer2026.03 | 81.1 | |
| LEAP-LArchitecture=GIN, PE Strategy=LEAP-L2025.10 | 81 | |
| RBF-WL2019.06 | 80.96 | |
| RWPEArchitecture=NoMP, PE Strategy=RWPE2025.10 | 80.9 | |
| No PEArchitecture=GAT, PE Strategy=None2025.10 | 80.5 | |
| LaPEArchitecture=GCN, PE Strategy=LaPE2025.10 | 80.3 | |
| LaPEArchitecture=GAT, PE Strategy=LaPE2025.10 | 80.3 | |
| PROPA(V)cross-validation protocol=10-fold CV2026.06 | 80.24 | |
| Shortest-path2026.05 | 80.2 | |
| PROPAKCategory=Kernels2021.02 | 80.01 | |
| PSCNAttributes=Vector, K=102018.05 | 80 | |
| No PEArchitecture=NoMP, PE Strategy=None2025.10 | 79.8 | |
| VGIB2026.03 | 79.8 | |
| PROPAKAttributes=Vector2018.05 | 79.51 |